Claire E Cusack, Irina A Vanzhula, Luis E Sandoval-Araujo, Jamie-Lee Pennesi, Sean W Kelley, Cheri A Levinson
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We then estimated 1,000 networks and their centrality from a random selection of unique eight-item symptom combinations. We compared the strength centrality from the a priori network to the distribution of strength centrality estimates from the random-item networks. In Study 2, we repeated this procedure in an independent longitudinal dataset (N = 41, total observations = 4,575) to determine if our results generalized across samples. Shame, guilt, worry, and fear of losing control were consistently central across networks, regardless of items included in the network or sample. Results suggest that these symptoms may be important to the structure of ED psychopathology and have implications for how we understand the structure of ED psychopathology. Existing methods for item inclusion in psychological networks may distort the structure of ED symptom networks by either under- or overestimating strength centrality, or by omitting consistently central symptoms that are nontraditional ED symptoms. Future research should consider including these symptoms in models of ED psychopathology. (PsycInfo Database Record (c) 2023 APA, all rights reserved).</p>","PeriodicalId":73914,"journal":{"name":"Journal of psychopathology and clinical science","volume":"133 1","pages":"48-60"},"PeriodicalIF":3.1000,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10751960/pdf/","citationCount":"0","resultStr":"{\"title\":\"Are central eating disorder network symptoms sensitive to item selection and sample? Implications for conceptualization of eating disorder psychopathology from a network perspective.\",\"authors\":\"Claire E Cusack, Irina A Vanzhula, Luis E Sandoval-Araujo, Jamie-Lee Pennesi, Sean W Kelley, Cheri A Levinson\",\"doi\":\"10.1037/abn0000865\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>Item selection is a critical decision in modeling psychological networks. The current preregistered two-study research used random selections of 1,000 symptom networks to examine which eating disorder (ED) and co-occurring symptoms are most central in longitudinal networks among individuals with EDs (N = 71, total observations = 6,060) and tested whether centrality changed based on which items were included in the network. Participants completed 2 weeks of ecological momentary assessment (five surveys/day). In Study 1, we obtained initial strength centrality values by estimating an a priori network using eight items with the highest means. We then estimated 1,000 networks and their centrality from a random selection of unique eight-item symptom combinations. We compared the strength centrality from the a priori network to the distribution of strength centrality estimates from the random-item networks. In Study 2, we repeated this procedure in an independent longitudinal dataset (N = 41, total observations = 4,575) to determine if our results generalized across samples. Shame, guilt, worry, and fear of losing control were consistently central across networks, regardless of items included in the network or sample. Results suggest that these symptoms may be important to the structure of ED psychopathology and have implications for how we understand the structure of ED psychopathology. Existing methods for item inclusion in psychological networks may distort the structure of ED symptom networks by either under- or overestimating strength centrality, or by omitting consistently central symptoms that are nontraditional ED symptoms. Future research should consider including these symptoms in models of ED psychopathology. 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引用次数: 0
摘要
项目选择是心理网络建模的关键决策。目前这项预先登记的两项研究采用随机选择 1000 个症状网络的方法,考察了哪些进食障碍(ED)和共伴症状在进食障碍患者(N = 71,总观察值 = 6060)的纵向网络中最为重要,并测试了中心性是否会因网络中包含的项目而发生变化。参与者完成了为期两周的生态瞬间评估(每天五次调查)。在研究 1 中,我们使用平均值最高的 8 个项目估算了一个先验网络,从而获得了初始强度中心度值。然后,我们从随机选择的独特八项症状组合中估算出 1000 个网络及其中心度。我们将先验网络的强度中心度与随机项目网络的强度中心度估计值的分布进行了比较。在研究 2 中,我们在一个独立的纵向数据集(N = 41,总观察数据 = 4,575 个)中重复了这一过程,以确定我们的结果是否能在不同样本间推广。无论网络或样本中包含哪些项目,羞愧、内疚、担忧和失去控制的恐惧在整个网络中始终处于中心位置。结果表明,这些症状可能对 ED 精神病理学的结构非常重要,并对我们如何理解 ED 精神病理学的结构产生了影响。将项目纳入心理网络的现有方法可能会歪曲 ED 症状网络的结构,低估或高估强度中心性,或忽略非传统 ED 症状的持续中心症状。未来的研究应考虑将这些症状纳入 ED 精神病理学模型。(PsycInfo Database Record (c) 2023 APA,保留所有权利)。
Are central eating disorder network symptoms sensitive to item selection and sample? Implications for conceptualization of eating disorder psychopathology from a network perspective.
Item selection is a critical decision in modeling psychological networks. The current preregistered two-study research used random selections of 1,000 symptom networks to examine which eating disorder (ED) and co-occurring symptoms are most central in longitudinal networks among individuals with EDs (N = 71, total observations = 6,060) and tested whether centrality changed based on which items were included in the network. Participants completed 2 weeks of ecological momentary assessment (five surveys/day). In Study 1, we obtained initial strength centrality values by estimating an a priori network using eight items with the highest means. We then estimated 1,000 networks and their centrality from a random selection of unique eight-item symptom combinations. We compared the strength centrality from the a priori network to the distribution of strength centrality estimates from the random-item networks. In Study 2, we repeated this procedure in an independent longitudinal dataset (N = 41, total observations = 4,575) to determine if our results generalized across samples. Shame, guilt, worry, and fear of losing control were consistently central across networks, regardless of items included in the network or sample. Results suggest that these symptoms may be important to the structure of ED psychopathology and have implications for how we understand the structure of ED psychopathology. Existing methods for item inclusion in psychological networks may distort the structure of ED symptom networks by either under- or overestimating strength centrality, or by omitting consistently central symptoms that are nontraditional ED symptoms. Future research should consider including these symptoms in models of ED psychopathology. (PsycInfo Database Record (c) 2023 APA, all rights reserved).